Thoughts from an experienced AI engineering team since 2019
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Fine-Tuning

A collection of 2 posts
How to Fine-Tune Kimi K2.5 on Your Local Machine — A Practical Guide
Fine-Tuning

How to Fine-Tune Kimi K2.5 on Your Local Machine — A Practical Guide

Fine-tuning a 1-trillion-parameter model on consumer GPUs? It's possible — here's how. What is Kimi K2.5? Released January 27, 2026 by Moonshot AI, Kimi K2.5 is the most powerful open-source multimodal model available. It's a 1-trillion-parameter Mixture-of-Experts (MoE) model — but thanks to its
05 Feb 2026 7 min read
How to Fine-Tune DeepSeek OCR V2 on Your Own PDFs — From Install to Inference
Fine-Tuning

How to Fine-Tune DeepSeek OCR V2 on Your Own PDFs — From Install to Inference

A practical, step-by-step guide to running and fine-tuning DeepSeek's 3B-parameter document understanding model on your local machine. Why DeepSeek OCR V2? Released January 27, 2026, DeepSeek OCR 2 isn't your typical OCR tool. Traditional OCR scans documents left-to-right, top-to-bottom — like reading a book one pixel row
05 Feb 2026 6 min read
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